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An Assessment of Deep Learning Models and Word Embeddings for Toxicity Detection within Online Textual Comments

https://doi.org/10.3390/electronics10070779

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What this work says

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inferredcites →https://doi.org/10.1007/978-3-319-12024-9_1openalex-snapshot

ESWC’14 Challenge on Concept-Level Sentiment Analysis

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ESWC 15 Challenge on Concept-Level Sentiment Analysis

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Challenge on Fine-Grained Sentiment Analysis Within ESWC2016

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Semantic Sentiment Analysis Challenge at ESWC2017

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COCO: Semantic-Enriched Collection of Online Courses at Scale with Experimental Use Cases

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A Recommender System of Medical Reports Leveraging Cognitive Computing and Frame Semantics

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inferredcites →https://doi.org/10.1007/s10994-011-5256-5openalex-snapshot

Classifier chains for multi-label classification

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Sentilo: Frame-Based Sentiment Analysis

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Leveraging semantics for sentiment polarity detection in social media

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FineNews: fine-grained semantic sentiment analysis on financial microblogs and news

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Bridging learning analytics and Cognitive Computing for Big Data classification in micro-learning video collections

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Overlapping Toxic Sentiment Classification Using Deep Neural Architectures

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Frame-Based Detection of Figurative Language in Tweets [Application Notes]

inferredcites →https://doi.org/10.1109/netgames.2015.7382991openalex-snapshot

Toxicity detection in multiplayer online games

inferredcites →https://doi.org/10.1109/taffc.2017.2717879openalex-snapshot

A Neural Word Embeddings Approach for Multi-Domain Sentiment Analysis

inferredcites →https://doi.org/10.1109/tkde.2015.2485209openalex-snapshot

Survey on Aspect-Level Sentiment Analysis

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The relationship between Precision-Recall and ROC curves

inferredcites →https://doi.org/10.1145/3200947.3208069openalex-snapshot

Convolutional Neural Networks for Toxic Comment Classification

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Towards Detecting Need for Empathetic Response in Motivational Interviewing

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RECAST: Interactive Auditing of Automatic Toxicity Detection Models

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Unsupervised Sentiment Analysis with Signed Social Networks

inferredcites →https://doi.org/10.18653/v1/2020.acl-main.396openalex-snapshot

Toxicity Detection: Does Context Really Matter?

inferredcites →https://doi.org/10.18653/v1/2020.emnlp-main.622openalex-snapshot

Fortifying Toxic Speech Detectors Against Veiled Toxicity

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Document Modeling with Gated Recurrent Neural Network for Sentiment Classification

inferredcites →https://doi.org/10.18653/v1/d15-1303openalex-snapshot

Deep Convolutional Neural Network Textual Features and Multiple Kernel Learning for Utterance-level Multimodal Sentiment Analysis

inferredcites →https://doi.org/10.18653/v1/d17-1010openalex-snapshot

Mimicking Word Embeddings using Subword RNNs

inferredcites →https://doi.org/10.18653/v1/n18-1202openalex-snapshot

Deep Contextualized Word Representations

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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

inferredcites →https://doi.org/10.18653/v1/p19-1054openalex-snapshot

Classification and Clustering of Arguments with Contextualized Word Embeddings

inferredcites →https://doi.org/10.18653/v1/s15-2128openalex-snapshot

Lsislif: CRF and Logistic Regression for Opinion Target Extraction and Sentiment Polarity Analysis

inferredcites →https://doi.org/10.18653/v1/w19-3501openalex-snapshot

Subversive Toxicity Detection using Sentiment Information

inferredcites →https://doi.org/10.18653/v1/w19-3517openalex-snapshot

Detecting Aggression and Toxicity using a Multi Dimension Capsule Network

inferredcites →https://doi.org/10.23919/fruct48808.2020.9087368openalex-snapshot

Avoiding Unintended Bias in Toxicity Classification with Neural Networks

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Combining argumentation and aspect-based opinion mining: The SMACk system1

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Sentiment Analysis Based on Deep Learning: A Comparative Study

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inferredcites →https://doi.org/10.5220/0008110901050112openalex-snapshot

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What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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A multidisciplinary analysis of transparent AI-driven toxicity detection tools for civic engagement platforms

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Deep Learning-based Approach on sgRNA off-target Prediction in CRISPR/Cas9

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inferred← citeshttps://doi.org/10.1109/mts.2023.3340235openalex-snapshot

Technological Solutions to Online Toxicity: Potential and Pitfalls

inferred← citeshttps://doi.org/10.1109/ocit65031.2024.00055openalex-snapshot

Employing TF-IDF and Word2Vec Embeddings to Identify Multi-Class Toxicity Through Machine and Deep Learning Approaches

inferred← citeshttps://doi.org/10.1109/spicscon69221.2025.11504229openalex-snapshot

A Deep Learning Approach to Multi-Label Toxicity Detection - Classifying Harmful Online Speech

inferred← citeshttps://doi.org/10.1109/tg.2022.3176849openalex-snapshot

“Bad Vibrations”: Sensing Toxicity From In-Game Audio Features

inferred← citeshttps://doi.org/10.1145/3505270.3558359openalex-snapshot

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inferred← citeshttps://doi.org/10.1145/3700791openalex-snapshot

AugmenToxic: Leveraging Reinforcement Learning to Optimize LLM Instruction Fine-Tuning for Data Augmentation to Enhance Toxicity Detection

inferred← citeshttps://doi.org/10.1145/3748522.3779814openalex-snapshot

Emotional Consistency for Fake News Detection

inferred← citeshttps://doi.org/10.1177/14614456261487869openalex-snapshot

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